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README.md
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README.md
@ -129,6 +129,51 @@ software development/engineering roles.
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### Topics of Study
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- [Algorithmic complexity / Big-O / Asymptotic analysis](#algorithmic-complexity--big-o--asymptotic-analysis)
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- [Data Structures](#data-structures)
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- [Arrays](#arrays)
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- [Linked Lists](#linked-lists)
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- [Stack](#stack)
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- [Queue](#queue)
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- [Hash table](#hash-table)
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- [More Knowledge](#more-knowledge)
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- [Binary search](#binary-search)
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- [Bitwise operations](#bitwise-operations)
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- [Trees](#trees)
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- [Trees - Notes & Background](#trees---notes--background)
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- [Binary search trees: BSTs](#binary-search-trees-bsts)
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- [Heap / Priority Queue / Binary Heap](#heap--priority-queue--binary-heap)
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- balanced search trees (general concept, not details)
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- traversals: preorder, inorder, postorder, BFS, DFS
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- [Sorting](#sorting)
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- selection
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- insertion
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- heapsort
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- quicksort
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- merge sort
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- [Graphs](#graphs)
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- directed
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- undirected
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- adjacency matrix
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- adjacency list
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- traversals: BFS, DFS
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- [Even More Knowledge](#even-more-knowledge)
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- [Recursion](#recursion)
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- [Dynamic Programming](#dynamic-programming)
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- [Design Patterns](#design-patterns)
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- [Combinatorics (n choose k) & Probability](#combinatorics-n-choose-k--probability)
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- [NP, NP-Complete and Approximation Algorithms](#np-np-complete-and-approximation-algorithms)
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- [How computers process a program](#how-computers-process-a-program)
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- [Caches](#caches)
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- [Processes and Threads](#processes-and-threads)
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- [Testing](#testing)
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- [String searching & manipulations](#string-searching--manipulations)
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- [Tries](#tries)
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- [Floating Point Numbers](#floating-point-numbers)
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- [Unicode](#unicode)
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- [Endianness](#endianness)
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- [Networking](#networking)
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- [Final Review](#final-review)
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### Getting the Job
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@ -143,6 +188,51 @@ software development/engineering roles.
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### Optional Extra Topics & Resources
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- [Additional Books](#additional-books)
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- [System Design, Scalability, Data Handling](#system-design-scalability-data-handling) (if you have 4+ years experience)
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- [Additional Learning](#additional-learning)
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- [Compilers](#compilers)
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- [Emacs and vi(m)](#emacs-and-vim)
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- [Unix command line tools](#unix-command-line-tools)
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- [Information theory](#information-theory-videos)
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- [Parity & Hamming Code](#parity--hamming-code-videos)
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- [Entropy](#entropy)
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- [Cryptography](#cryptography)
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- [Compression](#compression)
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- [Computer Security](#computer-security)
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- [Garbage collection](#garbage-collection)
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- [Parallel Programming](#parallel-programming)
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- [Messaging, Serialization, and Queueing Systems](#messaging-serialization-and-queueing-systems)
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- [A*](#a)
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- [Fast Fourier Transform](#fast-fourier-transform)
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- [Bloom Filter](#bloom-filter)
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- [HyperLogLog](#hyperloglog)
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- [Locality-Sensitive Hashing](#locality-sensitive-hashing)
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- [van Emde Boas Trees](#van-emde-boas-trees)
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- [Augmented Data Structures](#augmented-data-structures)
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- [Balanced search trees](#balanced-search-trees)
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- AVL trees
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- Splay trees
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- Red/black trees
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- 2-3 search trees
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- 2-3-4 Trees (aka 2-4 trees)
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- N-ary (K-ary, M-ary) trees
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- B-Trees
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- [k-D Trees](#k-d-trees)
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- [Skip lists](#skip-lists)
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- [Network Flows](#network-flows)
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- [Disjoint Sets & Union Find](#disjoint-sets--union-find)
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- [Math for Fast Processing](#math-for-fast-processing)
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- [Treap](#treap)
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- [Linear Programming](#linear-programming-videos)
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- [Geometry, Convex hull](#geometry-convex-hull-videos)
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- [Discrete math](#discrete-math)
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- [Machine Learning](#machine-learning)
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- [Additional Detail on Some Subjects](#additional-detail-on-some-subjects)
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- [Video Series](#video-series)
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- [Computer Science Courses](#computer-science-courses)
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- [Papers](#papers)
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---
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## Why use it?
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